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| Presentation | 2019-01-31 10:00 Development of a System for Visual Image Reconstruction by Decoding Brain State Using a Compact EEG Recorder Aina Arai, Ryota Horie (SIT)  MBE2018-57 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this study, we proposed a method to reconstruct images from EEG signals measured from a subject who looked at the images by using deep learning of a generative model. The EEG signals were measured by using a compact EEG recorder. The generative model was composed of autoencoder neural networks and a feedforward neural network. We measured EEG signals during the subject looked at multiple images. Then, we trained the generative model to output the images from the EEG signals. As a result, an example of an output image reconstructed from learning data had shapes which are similar to ones of the visual stimulus. And an example of an output image reconstructed from test data had shapes which are partially similar to ones of the visual stimulus. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Compact EEG Recorder / Decoding States of the Brain / Visual Image Reconstruction / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 436, MBE2018-57, pp. 1-4, Jan. 2019. | |
| Paper # | MBE2018-57 | |
| Date of Issue | 2019-01-24 (MBE) | |
| ISSN | Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | MBE2018-57 |
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| Conference Information | |
| Committee | MBE |
| Conference Date | 2019-01-31 - 2019-02-01 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Saga University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | MBE |
| Conference Code | 2019-01-MBE |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Development of a System for Visual Image Reconstruction by Decoding Brain State Using a Compact EEG Recorder |
| Sub Title (in English) | |
| Keyword(1) | Compact EEG Recorder |
| Keyword(2) | Decoding States of the Brain |
| Keyword(3) | Visual Image Reconstruction |
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| 1st Author's Name | Aina Arai |
| 1st Author's Affiliation | Shibaura Institute of Thecnology (SIT) |
| 2nd Author's Name | Ryota Horie |
| 2nd Author's Affiliation | Shibaura Institute of Thecnology (SIT) |
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| Speaker | Author-1 |
| Date Time | 2019-01-31 10:00:00 |
| Presentation Time | 25 minutes |
| Registration for | MBE |
| Paper # | MBE2018-57 |
| Volume (vol) | vol.118 |
| Number (no) | no.436 |
| Page | pp.1-4 |
| #Pages | 4 |
| Date of Issue | 2019-01-24 (MBE) |
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